Viral load suppression among patients receiving antiretroviral therapy in outpatient clinics in Democratic Republic of Congo
Bibliographic record
Abstract
AMA Ewetola R, Shah GH, Etheredge G, et al. Viral load suppression among patients receiving antiretroviral therapy in outpatient clinics in Democratic Republic of Congo. HIV & AIDS Review. International Journal of HIV-Related Problems. 2023;22(3):198-203. doi:10.5114/hivar.2023.131493. APA Ewetola, R., Shah, G. H., Etheredge, G., Maluantesa, L., Waterfield, K., & Olivas, M. et al. (2023). Viral load suppression among patients receiving antiretroviral therapy in outpatient clinics in Democratic Republic of Congo. HIV & AIDS Review. International Journal of HIV-Related Problems, 22(3), 198-203. https://doi.org/10.5114/hivar.2023.131493 Chicago Ewetola, Raimi, Gulzar H Shah, Gina Etheredge, Lievain Maluantesa, Kristie Waterfield, Maria Olivas, and Elodie Engetele et al. 2023. "Viral load suppression among patients receiving antiretroviral therapy in outpatient clinics in Democratic Republic of Congo". HIV & AIDS Review. International Journal of HIV-Related Problems 22 (3): 198-203. doi:10.5114/hivar.2023.131493. Harvard Ewetola, R., Shah, G., Etheredge, G., Maluantesa, L., Waterfield, K., Olivas, M., Engetele, E., and Bijou, M. (2023). Viral load suppression among patients receiving antiretroviral therapy in outpatient clinics in Democratic Republic of Congo. HIV & AIDS Review. International Journal of HIV-Related Problems, 22(3), pp.198-203. https://doi.org/10.5114/hivar.2023.131493 MLA Ewetola, Raimi et al. "Viral load suppression among patients receiving antiretroviral therapy in outpatient clinics in Democratic Republic of Congo." HIV & AIDS Review. International Journal of HIV-Related Problems, vol. 22, no. 3, 2023, pp. 198-203. doi:10.5114/hivar.2023.131493. Vancouver Ewetola R, Shah G, Etheredge G, Maluantesa L, Waterfield K, Olivas M et al. Viral load suppression among patients receiving antiretroviral therapy in outpatient clinics in Democratic Republic of Congo. HIV & AIDS Review. International Journal of HIV-Related Problems. 2023;22(3):198-203. doi:10.5114/hivar.2023.131493.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".